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Moradabad · image via Wikimedia Commons
Prism Geo · India · Uttar Pradesh · Moradabad

Moradabad

Uttar Pradesh, India · 28.84°N 78.80°E · updated 2026-08-06

Moradabad is a working maker-and-market city: manufacturing, handicraft exports, retail and logistics give it real commercial weight, while universities add jobs and research. Yet its modern-company story is undercapitalised, civic coverage stays grim and political conversation is unusually communal. The honest read is a useful regional hub with strong industrial habits but a troubled civic mood.

Moradabad · image via Wikimedia Commons
news reported (civic)
5,130
companies + mapped places
213 + 1,660
research works (est.)
≈5,761
govt money announcements
45
The city at a glance
economic fabric

What is Moradabad made of?

🏭 Manufacturing
10/10
🛍 Retail
10/10
🚛 Logistics
8/10
🎓 Education
8/10
🏥 Healthcare
8/10
💻 Technology
7/10
🛕 Religion & tourism
7/10
🌱 Sustainability
7/10
🏟 Sports
6/10
🌾 Agriculture
6/10

news coverage + 3×registered companies + 2×mapped places, log-scaled vs strongest sector

momentum

What the city turned toward · Jan–Apr 2026

Each topic's share of news attention, January–April 2026 against September–December 2025 — news ingestion paused in May, so this is the latest complete window.

Legal Judicial

9 → 18 news reports
▲209%

Policing Law Enforcement

11 → 15 news reports
▲110%

Governance

83 → 19 news reports
▼65%

Public Safety

18 → 5 news reports
▼57%

Accidents

47 → 14 news reports
▼54%

Crime

149 → 122 news reports
▲26%

Elections Politics

15 → 8 news reports
▼18%

Protest

15 → 8 news reports
▼18%

Corruption

25 → 17 news reports
▲5%

a rising share means the city's attention is turning toward it — not necessarily more incidents

top city themes

What Moradabad's news is about

Themes across the city's entire news coverage — ≈21.4K located reports — with each theme's momentum, its most specific keywords, and how the coverage feels. A CRITICAL badge means most of that theme's coverage is extremely negative.

Crime

▲35.0% growing
Child Maltreatment · Marital Violence · Child Abuse · Spousal Abuse
100% negative coverage

Politics

▼58.3% declining
Party Nomination Rules · Bench Trial Magistrate · Sentencing Hearing · Long Covid Research
63% negative coverage

Government

▼77.3% declining
State Accountability Exams · Exam Malpractice Prevention · Educational Standards Testing · Party Nomination Rules
66% positive coverage

Law Enforcement

steady coverage
Trafficking Prosecutions · Slaughter Facilities · Illegal Animal Trade · Humane Slaughter
100% negative coverage

Transportation

steady coverage
Bus Schedules · Truck Accident · Intercity Bus Connections · Intercity Bus Timetables
67% negative coverage

Education

steady coverage
Exam Cheating Prevention · State Accountability Exams · Exam Malpractice Prevention · Educational Standards Testing
74% positive coverage

Accident

steady coverage
Truck Accident · Bus Crash · Vehicle Collision · Rail Incident
100% negative coverage

Health

steady coverage
Sars-cov-2 Vaccination · Last-mile Vaccine Delivery · Recall Vaccination · Vaccine Access Initiatives
83% negative coverage

Infrastructure

steady coverage
Highway Geometric Design · Gravel Road Construction

momentum window: Jan–Apr 2026 vs Sep–Dec 2025 · sentiment is a property of the news coverage, not a city rating

city signals

The character of Moradabad

  • ✓Maker-exporter core— 267 manufacturers and 206 handicraft exporters define the street economy
  • ✓Retail powerhouse— Manufacturing and retail both score 10/10
  • ✓Bank-led hiring— Axis Bank leads city-tagged hiring, followed by Kotak and Apollo
  • ✓University research hub— TMU and IFTM lead 823 locally produced papers
  • ✓Strengthening logistics links— CONCOR's Sugar Express and Amazon's sort centre strengthen logistics
  • ✓Capital-starved enterprise— Only 2 of 213 tracked companies ever raised outside money
  • ✓Active founder pipeline— 87 companies formed since 2018 despite notable shutdowns
everyday life

Living in Moradabad means…

  • ✓Working around makers and exporters— Manufacturers, handicraft exporters and wholesalers shape everyday commerce
  • ✓Treating road danger seriously— Two separate traffic disasters each killed 10 people
  • ✓Using universities as city anchors— Universities dominate major employers and locally produced research
  • ✓Seeing banks dominate job ads— Axis and Kotak lead the recruiter list
  • ✓Reading a darker local mood— 66% of local coverage reads negative
  • ✓Navigating communal political talk— Religious or communal framing marks 31.9% of political conversation

read from the news record — not a survey

hidden depth

Things most people don't know

  • The partial research count has 823 papers produced in Moradabad but just 65 studying Moradabad itself.
  • The tracked employer list separately records TMU and Teerthanker Mahaveer Medical College & Research Centre at 7500 staff apiece.
  • Although 87 companies were founded since 2018, only 2 of all 213 tracked companies have ever raised outside money.
  • Coverage from January 2021 records a bus-truck collision with 10 deaths, while August 2022 records a separate fire with 5 deaths.
  • A March 2026 business headline links Moradabad with CONCOR's first-ever Sugar Express from an inland container depot.
The verdict & benchmarks — MoradabadWhat the record is made of — MoradabadJustice & accountability — MoradabadEvents & specifics — MoradabadThe civic record of MoradabadWhat problems are increasing?What diseases are rising?What projects is my government investing in?What companies are hiring?What skills are in demand?Which industries dominate?The startup picture in MoradabadIs this city good for manufacturing?What research is done in Moradabad?What research studies Moradabad?Who runs the political conversation?What is the news saying?
Safety & civic life
Civic intelligence · Prism engine

Where does Moradabad stand against the developed world?

Six-nation developed-median report card (USA · UK · FR · DE · AU · CA) computed from the same data, like-for-like. ▼ worse than the norm, ▲ better.

Six-nation developed median (USA · UK · France · Germany · Australia · Canada) — ▼ worse than the norm, ▲ better

Communal Politics
25.9%here
3.6%benchmark
▼
Fatality-linked News
7.4%here
15.3%benchmark
▲
Enforcement Action
13.7%here
20.3%benchmark
▼
Road-accident Accountability
0.2%here
5.8%benchmark
▼
Corruption Load
5.1%here
1.8%benchmark
▼
Cases Concluded
3.1%here
5.5%benchmark
▼
Civic record homeBenchmarksThe recordJusticeEvents
Open the full data →

four chapters, plus the politics and money layers

Civic record

What problems are increasing?

governance policy is taking the fastest-growing slice of the city's news (up 6.1 points), with elections politics next (up 1.6). Crime still leads in volume, but its share is shrinking.

Each problem's slice of city news — change in points, 2024–26 vs 2021–23
Governance PolicyGovernance PolicyGovernance Policy: +6.1 points of coverage share+6.1Elections PoliticsElections PoliticsElections Politics: +1.6 points of coverage share+1.6Protest Civil UnrestProtest Civil UnrestProtest Civil Unrest: +1.3 points of coverage share+1.3Public SafetyPublic SafetyPublic Safety: +1.1 points of coverage share+1.1Infrastructure UtilitiesInfrastructure UtilitiesInfrastructure Utilities: +0.6 points of coverage share+0.6Policing Law EnforcementPolicing Law EnforcementPolicing Law Enforcement: -1.3 points of coverage share-1.3Legal JudicialLegal JudicialLegal Judicial: -2.1 points of coverage share-2.1Public HealthPublic HealthPublic Health: -3.2 points of coverage share-3.2Accidents Road SafetyAccidents Road SafetyAccidents Road Safety: -4.0 points of coverage share-4.0
Fastest-rising specific problems
homicide +1.1 ptsdomestic abuse +0.9 ptsterrorist arrest +0.6 ptsdomestic dispute +0.5 ptssuicide +0.5 ptsdemonstration +0.4 ptsflood +0.4 ptssuicide +0.3 pts
Summary

Civic attention is shifting from roads toward government and personal violence: governance became a bigger slice of the city's news, up 6.1 points, while accidents fell 4.0 points. Homicide was the fastest-growing specific concern, up 1.09 points; the older bus-truck collision still shows how costly road failures can be.

WATCH Watch whether rising homicide attention is followed by sustained prevention and enforcement.
Open the full data →

5,130 pieces of news reported

Health

What diseases are rising?

No disease signal is rising in 2024–26 — outbreak coverage is receding. disease outbreak is the most-covered signal.

SignalNews Reported2024–26 Trend
Disease Outbreak36▼ receding
Infection Outbreak12▼ receding
Corona Infection9▼ receding
Viral Outbreak7▼ receding
Public-health coverage by year
2026: 4201820264
Summary

Outbreak anxiety is easing, not gone: disease outbreaks appeared in 36 items, infection outbreaks in 12 and viral outbreaks in 7, with every tracked signal receding. That makes the direction reassuring, though local news coverage still records recurring infectious-disease scares.

WATCH Watch for any reversal in the receding outbreak trend.
Open the full data →

disease signals drawn from local news coverage

Money & governance
Public money

What projects is my government investing in?

social welfare leads 45 tracked announcements — development-authority land purchase, Smart City works and national-highway tenders anchor the money trail.

Announcement themes
Largest place-directed announcements
DateThemeLevelAmountWhat
2015-07OtherNationalRupees 770 croreThe Indian Ministry of Minority Affairs reported that the Centre has not allocated separate funds…
2024-03OtherLocalRs. 6.83 billionMunicipal Corporation of Moradabad approved a budget of Rs. 6.83 billion with remaining funds from…
2018-01Urban HousingNationalRupees 500 croreIndia's central government awarded nine Smart Cities Mission cities Rs 500 crore each for urban…
2024-02Social WelfareLocalRupees 215 croreCentral Government will provide interest-free funds for hostel, office building and multipurpose…
2013-03Urban HousingLocalRs 163.17 croreThe Authority Board of Moradabad passed a budget of Rs 163.17 crore for FY2013-14, with Rs 80 crore…
2013-02OtherLocalRs 143 croreA Nagar Nigam municipal corporation passed a budget of Rs 143 crore for FY 2013-14 with partial…
Summary

Public spending is broad and civic-minded, but not sharply prioritised: the municipal budget reached Rs. 6.83 billion, while major commitments included Rupees 500 crore for Smart Cities work and Rupees 215 crore in interest-free funds for hostel, office and multipurpose construction. Welfare, health and transport recur most often.

WATCH Watch whether announced welfare, transport and urban projects turn into visible local delivery.
Open the full data →

amounts are announcement headlines — shown, never summed

Politics

Who runs the political conversation?

451 statements track Moradabad politics — communal-coded rhetoric runs 31.9% (India ≈11%, developed median 3.65%).

Loudest voices
Stance mix
opposes · 172supports · 99condemns · 82proposes · 71accuses · 14demands · 8
Summary

Political conversation is unusually communal: religious or communal framing appears in 31.9%, compared with 11% for a typical Indian city and 3.65% for the developed-world median. Suresh Rana, Yogi Adityanath and Akhilesh Yadav are the loudest named voices, while local debate also turns on farmers, rumours and administration.

WATCH Watch whether practical civic concerns gain ground over religious framing and rumour.
Open the full data →

from political statements naming the city

Economy & work
Jobs

What companies are hiring?

Axis Bank leads 89 tracked postings; top advertised role: Branch Relationship Officer.

Top hiring companies · May–Jul 2026
Hiring volume by month · May–Jul 2026
Summary

Hiring is narrow and finance-led: Axis Bank accounts for 19 city-tagged roles, Kotak Mahindra Bank Limited 7 and Apollo Gleneagles Hospitals Limited 7. Insurance, health and a few technology-facing employers add variety, but this is not a broad white-collar market.

WATCH Watch for new recruiters outside banking, insurance and healthcare.
Open the full data →

89 job postings tagged to the city in May–Jul 2026 (a floor, not a census)

Jobs

What skills are available?

Most-demanded skills: sales, communication skills, collaboration.

Most-demanded skills
Summary

Employers want commercially useful generalists: sales appears in 8 ads, communication skills in 5 and Python in 4. Office tools, customer service, lead generation and collaboration matter too, suggesting that execution and client handling count more broadly than deep specialisation.

WATCH Watch whether technical hiring grows beyond a small Python-oriented lane.
Open the full data →

demand-side signal (what employers ask for), not a resident skill census

Economy

Which industries dominate?

Registered economy: retail, import and export, wholesale lead 213 tracked companies · biggest tracked employer: TMU.

Registered companies by industry
Street economy — mapped places
Summary

The economy has two unmistakable pillars: manufacturing and retail both score 10/10, with logistics at 8/10. Handicraft exporters, wholesalers and home-goods sellers make that strength visible on the street, while education and healthcare provide large institutional anchors.

WATCH Watch whether logistics investments deepen the link between local makers and wider markets.
Open the full data →

company registry (startup-skewed) + mapped business places

Economy

Is this city good for manufacturing?

Strong Base (3/4 signals) — each signal below is a live threshold that can fail.

  • 25 of 213 registered startups/companies (12%) are manufacturing-adjacent
  • 267 street-level manufacturer/industrial places on Google Maps
  • infrastructure news share rising (up 0.6 points)
Summary

Manufacturing is the city's clearest commercial advantage: 12% of registered companies are manufacturing-adjacent, 267 mapped places are manufacturers, and infrastructure coverage is up 0.6 points. The surrounding exporter and handicraft network makes this a genuine production base, not a branding claim.

WATCH Watch whether infrastructure improvements reduce friction for manufacturers and exporters.
Open the full data →

computed verdict — each signal is a live threshold that can fail

Startups & capital
Startups

Is there VC activity?

2 of 213 tracked companies have raised outside money — #5 among its peer set.

Funded startups — peer cities
Summary

Venture capital is nearly absent: only 2 of 213 tracked companies have ever raised outside money, while nearby Agra has 14 funded startups. Moradabad clearly forms businesses, but its young companies largely grow without institutional capital.

WATCH Watch for the first repeat investors willing to back locally formed companies.
Open the full data →

round amounts sparse for tier-3 cities — counts shown, dollar totals withheld

Startups

Is a startup ecosystem forming?

Formation is real — 87 companies founded since 2018 — but capital progression is weak: deadpool 12.7%, and stages are dominated by Unfunded.

Companies founded by year
2025: 2200820252
Stage distribution
Unfunded · 131Deadpooled · 27Funding Raised · 2Public · 1
Summary

Company formation is active but fragile: 87 businesses were founded since 2018, 131 tracked companies remain unfunded and 12.7% have shut down. The city can produce founders; what it lacks is a reliable bridge from formation to financed growth.

WATCH Watch whether newer companies survive long enough to become durable employers.
Open the full data →

gate: ≥150 companies & ≥20 recent founds — passed (213/87)

The knowledge engine
Research · Prism stance layer

What research is done IN Moradabad?

Teerthanker Mahaveer University leads ≈5,761 estimated works. 43% of oriented output reads promising/breakthrough — clusters in machine learning, artificial intelligence, deep learning.

Institutions (papers in sample)
Research orientation
Opportunities (promising + breakthrough)
Machine Learning · 20Artificial Intelligence · 16Deep Learning · 10Agriculture · 7Healthcare · 7Pharmaceuticals · 7Children's Health · 6
Cautions (cautionary + critical)
COVID-19 · 4Healthcare · 3Men's Health · 2Artificial Intelligence · 2Patient Care · 2World Health Organization · 2Artifiable Intelligency · 2
Problems flagged
Healthcare · 10Children's Health · 7Public Health · 5Oral Health · 5Research · 4IoT · 4Women's Health · 4
Also: research ABOUT Moradabad →
Summary

Local universities are serious knowledge producers: the partial count finds 823 papers, including 483 from Teerthanker Mahaveer University and 206 from IFTM University. Most work is promising or descriptive, while machine learning, artificial intelligence, agriculture and healthcare stand out as growth areas.

WATCH Watch whether promising university work becomes applied research with local commercial partners.
Open the full data →

figures marked ≈ are scaled estimates from a partial sample · Prism stance layer over 2017+ papers

Research · Prism stance layer

What research is done FOR Moradabad?

Narrower but distinct: 65 title-matched works study Moradabad itself — led by health and well-being studies, diverse scientific research studies, fisheries and aquaculture studies.

Top topics in city-focused research
Works about the city by year
2025: 7200520257
Summary

Moradabad knows less about itself than its institutions know about other subjects: only 65 papers in the partial count study the city, with 3 on health and well-being and 1 on air quality and health impacts. Local labour, language, respiratory disease and fisheries appear, but thinly.

WATCH Watch for deeper local study of air quality, health, work and education.
Open the full data →

papers whose title or entities mention Moradabad (any author location) · partial sample · distinct from research done at the city's institutions

The pulse
News pulse

What is the news saying?

News attention is 66% negative-toned (typical for city civic coverage) — the volume trend tracks total attention on Moradabad.

Monthly news-feature volume
2026-05-01: 52023-012026-055
Summary

The public mood is hard-edged: 66% of local coverage reads negative. Still, recent business headlines offer a countercurrent, including CONCOR's first-ever Sugar Express, an Amazon sort centre and a new digital production press at Akeh Services. Moradabad's news is grim, but its commercial machinery keeps moving.

WATCH Watch whether business openings begin to outweigh crime, legal and policing attention.
Open the full data →

from location-tagged news · sentiment skew is a property of news, not the city

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